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ResearchFormerly WizWand

Multi-objective Re-ranking on ML-1M

81.24HR@5PreferRec

Evaluation results

Method	Links
PreferRec2026.03		81.24	89.78	60.3	55.03	35.87	53.07	65.21	71.05	31.27	47.48	35.22	51.97
ContraRec2026.03		70.48	80.25	55.32	58.49	36.21	50.05	44.33	50.64	22.47	33.72	25.93	37.9
SASRec2026.03		70.13	80.79	55.06	58.53	36.55	50.39	43.71	49.8	22.35	33.6	25.78	37.89
ComiRec2026.03		70.05	80.83	54.13	57.62	36.21	50.11	43.7	49.62	22.18	33.39	25.6	37.7
NARM2026.03		63.64	76.72	46.59	50.84	36.45	50.5	42.74	49.54	20.82	32.57	23.46	36.22
GRU4Rec2026.03		63.21	76.52	45.68	50	37.16	51.01	40.43	47.76	20.24	31.9	22.88	35.58
EMMR2026.03		63.21	76.52	37.49	34.61	34.58	48.49	73.84	72.25	28.21	42.3	29.23	44.35
MMR2026.03		62.17	76.18	44.89	49.44	38.92	52.99	39.56	47.04	20.42	32.33	22.91	35.88
SSD2026.03		60.53	76.14	35.2	40.31	37.34	51.11	40.98	48.05	20.01	32	22.3	35.6
DPP2026.03		56.57	67.75	41.88	45.51	39.66	54.05	45.78	56.89	21.7	34.98	23.21	36.66
epsilon-Greedy2026.03		53.94	70.48	37.06	42.38	36.86	50.57	50.37	54.87	21.28	33.35	22.37	35.76
DGRec2026.03		48.44	66.31	32.89	38.69	38.62	52.49	37.61	44.26	16.93	28.34	17.92	30.58
POP2026.03		30.86	45.75	20.34	25.13	42.85	56.93	22.99	31.98	9.43	18.55	9.3	18.67